Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	26419
Missing cells	94085
Missing cells (%)	22.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 MiB
Average record size in memory	128.0 B

Variable types

Numeric	15
Categorical	1

Alerts

`driverId` is highly overall correlated with `raceId` and 1 other fields	High correlation
`fastestLap` is highly overall correlated with `laps`	High correlation
`fastestLapSpeed` is highly overall correlated with `milliseconds`	High correlation
`grid` is highly overall correlated with `position` and 1 other fields	High correlation
`laps` is highly overall correlated with `fastestLap` and 1 other fields	High correlation
`milliseconds` is highly overall correlated with `fastestLapSpeed`	High correlation
`points` is highly overall correlated with `position` and 3 other fields	High correlation
`position` is highly overall correlated with `grid` and 5 other fields	High correlation
`positionOrder` is highly overall correlated with `laps` and 5 other fields	High correlation
`positionText` is highly overall correlated with `position` and 1 other fields	High correlation
`raceId` is highly overall correlated with `driverId` and 1 other fields	High correlation
`rank` is highly overall correlated with `grid` and 4 other fields	High correlation
`resultId` is highly overall correlated with `driverId` and 1 other fields	High correlation
`statusId` is highly overall correlated with `points` and 3 other fields	High correlation
`position` has 10917 (41.3%) missing values	Missing
`positionText` has 9015 (34.1%) missing values	Missing
`milliseconds` has 18942 (71.7%) missing values	Missing
`fastestLap` has 18478 (69.9%) missing values	Missing
`rank` has 18249 (69.1%) missing values	Missing
`fastestLapSpeed` has 18478 (69.9%) missing values	Missing
`resultId` is uniformly distributed	Uniform
`resultId` has unique values	Unique
`grid` has 1627 (6.2%) zeros	Zeros
`points` has 18419 (69.7%) zeros	Zeros
`laps` has 2519 (9.5%) zeros	Zeros

Reproduction

Analysis started	2024-06-24 23:55:57.154297
Analysis finished	2024-06-24 23:57:08.173529
Duration	1 minute and 11.02 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

resultId
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	26419
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13210.926

Minimum	1
Maximum	26424
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1321.9
Q1	6605.5
median	13210
Q3	19814.5
95-th percentile	25103.1
Maximum	26424
Range	26423
Interquartile range (IQR)	13209

Descriptive statistics

Standard deviation	7627.9288
Coefficient of variation (CV)	0.57739548
Kurtosis	-1.1998307
Mean	13210.926
Median Absolute Deviation (MAD)	6605
Skewness	0.00034662031
Sum	3.4901944 × 10⁸
Variance	58185298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
17610	1	< 0.1%
17620	1	< 0.1%
17619	1	< 0.1%
17618	1	< 0.1%
17617	1	< 0.1%
17616	1	< 0.1%
17615	1	< 0.1%
17614	1	< 0.1%
17613	1	< 0.1%
Other values (26409)	26409	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
26424	1	< 0.1%
26423	1	< 0.1%
26422	1	< 0.1%
26421	1	< 0.1%
26420	1	< 0.1%
26419	1	< 0.1%
26418	1	< 0.1%
26417	1	< 0.1%
26416	1	< 0.1%
26415	1	< 0.1%

raceId
Real number (ℝ)

HIGH CORRELATION

Distinct	1108
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	544.16746

Minimum	1
Maximum	1127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	63
Q1	297
median	525
Q3	800
95-th percentile	1057
Maximum	1127
Range	1126
Interquartile range (IQR)	503

Descriptive statistics

Standard deviation	308.13475
Coefficient of variation (CV)	0.56624987
Kurtosis	-1.0589833
Mean	544.16746
Median Absolute Deviation (MAD)	250
Skewness	0.11543094
Sum	14376360
Variance	94947.025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
800	55	0.2%
809	47	0.2%
368	39	0.1%
363	39	0.1%
357	39	0.1%
359	39	0.1%
360	39	0.1%
744	39	0.1%
371	39	0.1%
370	39	0.1%
Other values (1098)	26005	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	20	0.1%
2	20	0.1%
3	20	0.1%
4	20	0.1%
5	20	0.1%
6	20	0.1%
7	20	0.1%
8	20	0.1%
9	20	0.1%
10	20	0.1%

Value	Count	Frequency (%)
1127	20	0.1%
1126	20	0.1%
1125	20	0.1%
1124	20	0.1%
1123	19	0.1%
1122	20	0.1%
1121	20	0.1%
1120	20	0.1%
1119	20	0.1%
1118	20	0.1%

driverId
Real number (ℝ)

HIGH CORRELATION

Distinct	859
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	272.54158

Minimum	1
Maximum	860
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	57
median	167
Q3	382
95-th percentile	838
Maximum	860
Range	859
Interquartile range (IQR)	325

Descriptive statistics

Standard deviation	277.80833
Coefficient of variation (CV)	1.0193246
Kurtosis	-0.26771172
Mean	272.54158
Median Absolute Deviation (MAD)	137
Skewness	1.0619364
Sum	7200276
Variance	77177.466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	387	1.5%
8	352	1.3%
1	339	1.3%
22	326	1.2%
18	309	1.2%
30	308	1.2%
20	300	1.1%
13	271	1.0%
815	266	1.0%
119	257	1.0%
Other values (849)	23304	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	339	1.3%
2	184	0.7%
3	206	0.8%
4	387	1.5%
5	112	0.4%
6	36	0.1%
7	27	0.1%
8	352	1.3%
9	99	0.4%
10	95	0.4%

Value	Count	Frequency (%)
860	1	< 0.1%
859	5	< 0.1%
858	28	0.1%
857	29	0.1%
856	11	< 0.1%
855	51	0.2%
854	44	0.2%
853	22	0.1%
852	73	0.3%
851	1	< 0.1%

constructorId
Real number (ℝ)

Distinct	211
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.641054

Minimum	1
Maximum	215
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	25
Q3	60
95-th percentile	204
Maximum	215
Range	214
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	60.89551
Coefficient of variation (CV)	1.2267167
Kurtosis	0.99669199
Mean	49.641054
Median Absolute Deviation (MAD)	20
Skewness	1.4989382
Sum	1311467
Variance	3708.2631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2405	9.1%
1	1889	7.2%
3	1642	6.2%
25	881	3.3%
32	871	3.3%
15	803	3.0%
4	787	3.0%
9	754	2.9%
18	672	2.5%
34	662	2.5%
Other values (201)	15053	57.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1889	7.2%
2	140	0.5%
3	1642	6.2%
4	787	3.0%
5	536	2.0%
6	2405	9.1%
7	280	1.1%
8	78	0.3%
9	754	2.9%
10	424	1.6%

Value	Count	Frequency (%)
215	14	0.1%
214	146	0.6%
213	166	0.6%
211	76	0.3%
210	346	1.3%
209	78	0.3%
208	154	0.6%
207	112	0.4%
206	109	0.4%
205	76	0.3%

number
Real number (ℝ)

Distinct	129
Distinct (%)	0.5%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.012683

Minimum	0
Maximum	208
Zeros	34
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	16
Q3	24
95-th percentile	44
Maximum	208
Range	208
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	15.405758
Coefficient of variation (CV)	0.85527279
Kurtosis	9.0313311
Mean	18.012683
Median Absolute Deviation (MAD)	8
Skewness	2.3735829
Sum	475769
Variance	237.33738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1002	3.8%
6	994	3.8%
8	993	3.8%
16	988	3.7%
11	984	3.7%
3	983	3.7%
14	965	3.7%
10	959	3.6%
20	957	3.6%
5	956	3.6%
Other values (119)	16632	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	0.1%
1	827	3.1%
2	951	3.6%
3	983	3.7%
4	1002	3.8%
5	956	3.6%
6	994	3.8%
7	928	3.5%
8	993	3.8%
9	892	3.4%

Value	Count	Frequency (%)
208	1	< 0.1%
136	1	< 0.1%
135	1	< 0.1%
130	1	< 0.1%
129	1	< 0.1%
128	1	< 0.1%
127	1	< 0.1%
126	1	< 0.1%
125	1	< 0.1%
124	1	< 0.1%

grid
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.151255

Minimum	0
Maximum	34
Zeros	1627
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	11
Q3	17
95-th percentile	23
Maximum	34
Range	34
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.217744
Coefficient of variation (CV)	0.64725846
Kurtosis	-0.92710449
Mean	11.151255
Median Absolute Deviation (MAD)	6
Skewness	0.19316088
Sum	294605
Variance	52.095828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	1627	6.2%
1	1119	4.2%
7	1118	4.2%
4	1115	4.2%
11	1115	4.2%
9	1115	4.2%
5	1115	4.2%
3	1113	4.2%
10	1113	4.2%
8	1112	4.2%
Other values (25)	14757	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1627	6.2%
1	1119	4.2%
2	1108	4.2%
3	1113	4.2%
4	1115	4.2%
5	1115	4.2%
6	1108	4.2%
7	1118	4.2%
8	1112	4.2%
9	1115	4.2%

Value	Count	Frequency (%)
34	1	< 0.1%
33	13	< 0.1%
32	17	0.1%
31	18	0.1%
30	19	0.1%
29	25	0.1%
28	30	0.1%
27	46	0.2%
26	248	0.9%
25	301	1.1%

position
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	33
Distinct (%)	0.2%
Missing	10917
Missing (%)	41.3%
Infinite	0
Infinite (%)	0.0%
Mean	7.9910334

Minimum	1
Maximum	33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	11
95-th percentile	17
Maximum	33
Range	32
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8269168
Coefficient of variation (CV)	0.60404163
Kurtosis	-0.44558663
Mean	7.9910334
Median Absolute Deviation (MAD)	4
Skewness	0.46998992
Sum	123877
Variance	23.299126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
3	1118	4.2%
4	1118	4.2%
2	1116	4.2%
5	1114	4.2%
1	1111	4.2%
6	1107	4.2%
7	1087	4.1%
8	1059	4.0%
9	1021	3.9%
10	961	3.6%
Other values (23)	4690	17.8%
(Missing)	10917	41.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1111	4.2%
2	1116	4.2%
3	1118	4.2%
4	1118	4.2%
5	1114	4.2%
6	1107	4.2%
7	1087	4.1%
8	1059	4.0%
9	1021	3.9%
10	961	3.6%

Value	Count	Frequency (%)
33	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
24	3	< 0.1%

positionText
Categorical

HIGH CORRELATION MISSING

Distinct	37
Distinct (%)	0.2%
Missing	9015
Missing (%)	34.1%
Memory size	206.5 KiB

F	1368
3	1118
4	1118
2	1116
5	1114
Other values (32)	11570

Length

Max length	2
Median length	1
Mean length	1.3248104
Min length	1

Characters and Unicode

Total characters	23057
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	2
3rd row	3
4th row	4
5th row	5

Common Values

Value	Count	Frequency (%)
F	1368	5.2%
3	1118	4.2%
4	1118	4.2%
2	1116	4.2%
5	1114	4.2%
1	1111	4.2%
6	1107	4.2%
7	1087	4.1%
8	1059	4.0%
9	1021	3.9%
Other values (27)	6185	23.4%
(Missing)	9015	34.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
f	1368	7.9%
3	1118	6.4%
4	1118	6.4%
2	1116	6.4%
5	1114	6.4%
1	1111	6.4%
6	1107	6.4%
7	1087	6.2%
8	1059	6.1%
9	1021	5.9%
Other values (27)	6185	35.5%

Most occurring characters

Value	Count	Frequency (%)
1	7542	32.7%
2	2057	8.9%
3	1827	7.9%
4	1710	7.4%
5	1626	7.1%
6	1526	6.6%
7	1411	6.1%
F	1368	5.9%
8	1272	5.5%
9	1155	5.0%
Other values (4)	1563	6.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23057	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	7542	32.7%
2	2057	8.9%
3	1827	7.9%
4	1710	7.4%
5	1626	7.1%
6	1526	6.6%
7	1411	6.1%
F	1368	5.9%
8	1272	5.5%
9	1155	5.0%
Other values (4)	1563	6.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23057	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	7542	32.7%
2	2057	8.9%
3	1827	7.9%
4	1710	7.4%
5	1626	7.1%
6	1526	6.6%
7	1411	6.1%
F	1368	5.9%
8	1272	5.5%
9	1155	5.0%
Other values (4)	1563	6.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23057	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	7542	32.7%
2	2057	8.9%
3	1827	7.9%
4	1710	7.4%
5	1626	7.1%
6	1526	6.6%
7	1411	6.1%
F	1368	5.9%
8	1272	5.5%
9	1155	5.0%
Other values (4)	1563	6.8%

positionOrder
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.823574

Minimum	1
Maximum	39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	12
Q3	18
95-th percentile	26
Maximum	39
Range	38
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.682877
Coefficient of variation (CV)	0.59912135
Kurtosis	-0.4818229
Mean	12.823574
Median Absolute Deviation (MAD)	6
Skewness	0.3971628
Sum	338786
Variance	59.026598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
3	1118	4.2%
4	1118	4.2%
2	1117	4.2%
11	1116	4.2%
5	1115	4.2%
6	1115	4.2%
7	1115	4.2%
8	1115	4.2%
9	1114	4.2%
10	1113	4.2%
Other values (29)	15263	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1111	4.2%
2	1117	4.2%
3	1118	4.2%
4	1118	4.2%
5	1115	4.2%
6	1115	4.2%
7	1115	4.2%
8	1115	4.2%
9	1114	4.2%
10	1113	4.2%

Value	Count	Frequency (%)
39	13	< 0.1%
38	17	0.1%
37	17	0.1%
36	18	0.1%
35	29	0.1%
34	46	0.2%
33	65	0.2%
32	79	0.3%
31	117	0.4%
30	156	0.6%

points
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9477289

Minimum	0
Maximum	50
Zeros	18419
Zeros (%)	69.7%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	10
Maximum	50
Range	50
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.2874056
Coefficient of variation (CV)	2.2012332
Kurtosis	11.109091
Mean	1.9477289
Median Absolute Deviation (MAD)	0
Skewness	3.0827107
Sum	51457.05
Variance	18.381847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	18419	69.7%
2	1109	4.2%
4	1095	4.1%
6	1075	4.1%
1	1050	4.0%
3	823	3.1%
10	597	2.3%
8	458	1.7%
9	443	1.7%
12	278	1.1%
Other values (29)	1072	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18419	69.7%
0.5	6	< 0.1%
1	1050	4.0%
1.33	3	< 0.1%
1.5	17	0.1%
2	1109	4.2%
2.5	1	< 0.1%
3	823	3.1%
3.14	1	< 0.1%
3.5	1	< 0.1%

Value	Count	Frequency (%)
50	1	< 0.1%
36	1	< 0.1%
30	1	< 0.1%
26	35	0.1%
25	251	1.0%
24	1	< 0.1%
20	1	< 0.1%
19	22	0.1%
18	264	1.0%
16	11	< 0.1%

laps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	172
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.169499

Minimum	0
Maximum	200
Zeros	2519
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	53
Q3	66
95-th percentile	79
Maximum	200
Range	200
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	29.598762
Coefficient of variation (CV)	0.64108909
Kurtosis	3.6900793
Mean	46.169499
Median Absolute Deviation (MAD)	17
Skewness	0.71087761
Sum	1219752
Variance	876.08672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2519	9.5%
70	958	3.6%
53	924	3.5%
52	801	3.0%
56	796	3.0%
57	694	2.6%
69	663	2.5%
71	628	2.4%
55	581	2.2%
58	557	2.1%
Other values (162)	17298	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2519	9.5%
1	307	1.2%
2	228	0.9%
3	199	0.8%
4	183	0.7%
5	196	0.7%
6	183	0.7%
7	166	0.6%
8	187	0.7%
9	178	0.7%

Value	Count	Frequency (%)
200	123	0.5%
199	4	< 0.1%
197	5	< 0.1%
196	15	0.1%
195	4	< 0.1%
194	4	< 0.1%
193	7	< 0.1%
192	1	< 0.1%
191	8	< 0.1%
190	2	< 0.1%

milliseconds
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7436
Distinct (%)	99.5%
Missing	18942
Missing (%)	71.7%
Infinite	0
Infinite (%)	0.0%
Mean	6211175.8

Minimum	207071
Maximum	15090540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	207071
5-th percentile	4784382.6
Q1	5389775
median	5798072
Q3	6418859
95-th percentile	9710080
Maximum	15090540
Range	14883469
Interquartile range (IQR)	1029084

Descriptive statistics

Standard deviation	1656493.2
Coefficient of variation (CV)	0.26669559
Kurtosis	9.4728448
Mean	6211175.8
Median Absolute Deviation (MAD)	473463
Skewness	2.5454826
Sum	4.6440962 × 10¹⁰
Variance	2.7439697 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14259460	5	< 0.1%
10928200	3	< 0.1%
12131000	2	< 0.1%
5350182	2	< 0.1%
6034426	2	< 0.1%
8627000	2	< 0.1%
13642300	2	< 0.1%
5152531	2	< 0.1%
4584572	2	< 0.1%
5808819	2	< 0.1%
Other values (7426)	7453	28.2%
(Missing)	18942	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
207071	1	< 0.1%
209066	1	< 0.1%
209672	1	< 0.1%
211567	1	< 0.1%
214550	1	< 0.1%
217248	1	< 0.1%
218650	1	< 0.1%
219679	1	< 0.1%
222556	1	< 0.1%
223237	1	< 0.1%

Value	Count	Frequency (%)
15090540	1	< 0.1%
14977530	1	< 0.1%
14926980	1	< 0.1%
14823600	1	< 0.1%
14779660	1	< 0.1%
14743144	1	< 0.1%
14729991	1	< 0.1%
14726593	1	< 0.1%
14724654	1	< 0.1%
14715501	1	< 0.1%

fastestLap
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	80
Distinct (%)	1.0%
Missing	18478
Missing (%)	69.9%
Infinite	0
Infinite (%)	0.0%
Mean	42.526004

Minimum	1
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	33
median	45
Q3	54
95-th percentile	67
Maximum	85
Range	84
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.674019
Coefficient of variation (CV)	0.39208995
Kurtosis	-0.30390997
Mean	42.526004
Median Absolute Deviation (MAD)	10
Skewness	-0.53709397
Sum	337699
Variance	278.02291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	298	1.1%
52	273	1.0%
53	272	1.0%
51	257	1.0%
48	219	0.8%
49	214	0.8%
55	212	0.8%
44	209	0.8%
43	204	0.8%
54	204	0.8%
Other values (70)	5579	21.1%
(Missing)	18478	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	< 0.1%
2	55	0.2%
3	32	0.1%
4	55	0.2%
5	41	0.2%
6	54	0.2%
7	41	0.2%
8	42	0.2%
9	49	0.2%
10	51	0.2%

Value	Count	Frequency (%)
85	2	< 0.1%
80	3	< 0.1%
78	6	< 0.1%
77	12	< 0.1%
76	13	< 0.1%
75	16	0.1%
74	21	0.1%
73	5	< 0.1%
72	15	0.1%
71	27	0.1%

rank
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	0.3%
Missing	18249
Missing (%)	69.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.374786

Minimum	0
Maximum	24
Zeros	229
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	10
Q3	16
95-th percentile	20
Maximum	24
Range	24
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.1394455
Coefficient of variation (CV)	0.591766
Kurtosis	-1.08983
Mean	10.374786
Median Absolute Deviation (MAD)	5
Skewness	0.071544962
Sum	84762
Variance	37.692791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
2	394	1.5%
6	394	1.5%
5	394	1.5%
1	394	1.5%
3	394	1.5%
4	394	1.5%
10	393	1.5%
11	393	1.5%
7	393	1.5%
9	393	1.5%
Other values (15)	4234	16.0%
(Missing)	18249	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	229	0.9%
1	394	1.5%
2	394	1.5%
3	394	1.5%
4	394	1.5%
5	394	1.5%
6	394	1.5%
7	393	1.5%
8	393	1.5%
9	393	1.5%

Value	Count	Frequency (%)
24	28	0.1%
23	43	0.2%
22	91	0.3%
21	122	0.5%
20	278	1.1%
19	335	1.3%
18	374	1.4%
17	384	1.5%
16	390	1.5%
15	391	1.5%

fastestLapSpeed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7443
Distinct (%)	93.7%
Missing	18478
Missing (%)	69.9%
Infinite	0
Infinite (%)	0.0%
Mean	203.78036

Minimum	89.54
Maximum	257.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	89.54
5-th percentile	158.686
Q1	193.253
median	204.808
Q3	217.01
95-th percentile	236.841
Maximum	257.32
Range	167.78
Interquartile range (IQR)	23.757

Descriptive statistics

Standard deviation	21.375336
Coefficient of variation (CV)	0.10489399
Kurtosis	0.99185985
Mean	203.78036
Median Absolute Deviation (MAD)	11.846
Skewness	-0.59712927
Sum	1618219.9
Variance	456.90498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
207.069	4	< 0.1%
201.33	3	< 0.1%
217.668	3	< 0.1%
202.871	3	< 0.1%
204.946	3	< 0.1%
200.091	3	< 0.1%
200.363	3	< 0.1%
222.592	3	< 0.1%
210.022	3	< 0.1%
209.244	3	< 0.1%
Other values (7433)	7910	29.9%
(Missing)	18478	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89.54	1	< 0.1%
91.61	1	< 0.1%
100.615	1	< 0.1%
101.399	1	< 0.1%
101.884	1	< 0.1%
108.41	1	< 0.1%
112.116	1	< 0.1%
117.753	1	< 0.1%
118.872	1	< 0.1%
121.027	1	< 0.1%

Value	Count	Frequency (%)
257.32	1	< 0.1%
256.324	1	< 0.1%
255.874	1	< 0.1%
255.014	1	< 0.1%
254.861	1	< 0.1%
253.874	1	< 0.1%
253.566	1	< 0.1%
252.794	1	< 0.1%
252.77	1	< 0.1%
252.604	1	< 0.1%

statusId
Real number (ℝ)

HIGH CORRELATION

Distinct	137
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.363261

Minimum	1
Maximum	141
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	206.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	10
Q3	14
95-th percentile	81
Maximum	141
Range	140
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	26.11787
Coefficient of variation (CV)	1.504203
Kurtosis	4.0978449
Mean	17.363261
Median Absolute Deviation (MAD)	9
Skewness	2.2200757
Sum	458720
Variance	682.14311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7472	28.3%
11	3954	15.0%
5	2022	7.7%
12	1600	6.1%
3	1057	4.0%
81	1025	3.9%
4	843	3.2%
6	809	3.1%
20	792	3.0%
13	731	2.8%
Other values (127)	6114	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7472	28.3%
2	145	0.5%
3	1057	4.0%
4	843	3.2%
5	2022	7.7%
6	809	3.1%
7	321	1.2%
8	214	0.8%
9	138	0.5%
10	316	1.2%

Value	Count	Frequency (%)
141	1	< 0.1%
140	4	< 0.1%
139	3	< 0.1%
138	1	< 0.1%
137	2	< 0.1%
136	1	< 0.1%
135	1	< 0.1%
132	5	< 0.1%
131	41	0.2%
130	58	0.2%

Auto

Heatmap
Table

	constructorId	driverId	fastestLap	fastestLapSpeed	grid	laps	milliseconds	number	points	position	positionOrder	positionText	raceId	rank	resultId	statusId
constructorId	1.000	0.319	0.030	-0.022	0.173	-0.108	0.168	0.286	-0.219	0.188	0.203	0.205	0.325	0.157	0.302	0.261
driverId	0.319	1.000	0.070	0.054	0.069	-0.002	0.188	0.253	-0.079	0.158	0.068	0.171	0.703	0.168	0.664	0.104
fastestLap	0.030	0.070	1.000	-0.039	-0.034	0.588	0.171	0.028	0.211	0.005	-0.264	0.017	0.173	-0.259	0.178	-0.169
fastestLapSpeed	-0.022	0.054	-0.039	1.000	-0.133	-0.230	-0.789	-0.025	0.119	-0.107	-0.166	0.049	0.123	-0.196	0.116	-0.155
grid	0.173	0.069	-0.034	-0.133	1.000	0.046	0.007	0.210	-0.400	0.674	0.218	0.335	-0.030	0.574	-0.025	0.171
laps	-0.108	-0.002	0.588	-0.230	0.046	1.000	0.409	-0.124	0.420	-0.136	-0.683	0.320	0.078	-0.189	0.086	-0.291
milliseconds	0.168	0.188	0.171	-0.789	0.007	0.409	1.000	0.023	-0.027	-0.085	-0.086	0.075	0.117	0.098	0.100	-0.025
number	0.286	0.253	0.028	-0.025	0.210	-0.124	0.023	1.000	-0.220	0.297	0.249	0.132	0.184	0.220	0.170	0.232
points	-0.219	-0.079	0.211	0.119	-0.400	0.420	-0.027	-0.220	1.000	-0.857	-0.783	0.413	0.136	-0.609	0.153	-0.621
position	0.188	0.158	0.005	-0.107	0.674	-0.136	-0.085	0.297	-0.857	1.000	1.000	0.999	0.095	0.716	0.116	0.582
positionOrder	0.203	0.068	-0.264	-0.166	0.218	-0.683	-0.086	0.249	-0.783	1.000	1.000	0.747	-0.060	0.629	-0.066	0.567
positionText	0.205	0.171	0.017	0.049	0.335	0.320	0.075	0.132	0.413	0.999	0.747	1.000	-0.066	-0.146	-0.084	0.269
raceId	0.325	0.703	0.173	0.123	-0.030	0.078	0.117	0.184	0.136	0.095	-0.060	-0.066	1.000	-0.061	0.968	-0.065
rank	0.157	0.168	-0.259	-0.196	0.574	-0.189	0.098	0.220	-0.609	0.716	0.629	-0.146	-0.061	1.000	-0.062	0.526
resultId	0.302	0.664	0.178	0.116	-0.025	0.086	0.100	0.170	0.153	0.116	-0.066	-0.084	0.968	-0.062	1.000	-0.093
statusId	0.261	0.104	-0.169	-0.155	0.171	-0.291	-0.025	0.232	-0.621	0.582	0.567	0.269	-0.065	0.526	-0.093	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	resultId	raceId	driverId	constructorId	number	grid	position	positionText	positionOrder	points	laps	milliseconds	fastestLap	rank	fastestLapSpeed	statusId
0	1	18	1	1	22.0	1	1.0	1	1	10.0	58	5690616.0	39.0	2.0	218.300	1
1	2	18	2	2	3.0	5	2.0	2	2	8.0	58	5696094.0	41.0	3.0	217.586	1
2	3	18	3	3	7.0	7	3.0	3	3	6.0	58	5698779.0	41.0	5.0	216.719	1
3	4	18	4	4	5.0	11	4.0	4	4	5.0	58	5707797.0	58.0	7.0	215.464	1
4	5	18	5	1	23.0	3	5.0	5	5	4.0	58	5708630.0	43.0	1.0	218.385	1
5	6	18	6	3	8.0	13	6.0	6	6	3.0	57	NaN	50.0	14.0	212.974	11
6	7	18	7	5	14.0	17	7.0	7	7	2.0	55	NaN	54.0	8.0	213.224	5
7	8	18	8	6	1.0	15	8.0	8	8	1.0	53	NaN	20.0	4.0	217.180	5
8	9	18	9	2	4.0	2	NaN	NaN	9	0.0	47	NaN	15.0	9.0	215.100	4
9	10	18	10	7	12.0	18	NaN	NaN	10	0.0	43	NaN	23.0	13.0	213.166	3

	resultId	raceId	driverId	constructorId	number	grid	position	positionText	positionOrder	laps	milliseconds	fastestLap	rank	fastestLapSpeed	statusId
26409	26415	1127	807	210	27.0	10	11.0	11	11	62	NaN	3.0	20.0	216.308	11
26410	26416	1127	825	210	20.0	18	12.0	12	12	62	NaN	58.0	12.0	218.153	11
26411	26417	1127	817	215	3.0	9	13.0	13	13	62	NaN	13.0	19.0	216.655	11
26412	26418	1127	839	214	31.0	12	14.0	14	14	62	NaN	37.0	16.0	217.361	11
26413	26419	1127	855	15	24.0	17	15.0	15	15	62	NaN	37.0	13.0	218.134	11
26414	26420	1127	842	214	10.0	15	16.0	16	16	62	NaN	10.0	17.0	217.183	11
26415	26421	1127	858	3	2.0	19	17.0	17	17	62	NaN	55.0	14.0	217.562	11
26416	26422	1127	822	15	77.0	16	18.0	18	18	62	NaN	11.0	18.0	216.959	11
26417	26423	1127	4	117	14.0	20	19.0	19	19	62	NaN	62.0	2.0	223.689	11
26418	26424	1127	848	3	23.0	14	NaN	NaN	20	51	NaN	48.0	15.0	217.442	31

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample